{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>total_bill</th>\n",
       "      <th>tip</th>\n",
       "      <th>sex</th>\n",
       "      <th>smoker</th>\n",
       "      <th>day</th>\n",
       "      <th>time</th>\n",
       "      <th>size</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16.99</td>\n",
       "      <td>1.01</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10.34</td>\n",
       "      <td>1.66</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>21.01</td>\n",
       "      <td>3.50</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>23.68</td>\n",
       "      <td>3.31</td>\n",
       "      <td>Male</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>24.59</td>\n",
       "      <td>3.61</td>\n",
       "      <td>Female</td>\n",
       "      <td>No</td>\n",
       "      <td>Sun</td>\n",
       "      <td>Dinner</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   total_bill   tip     sex smoker  day    time  size\n",
       "0       16.99  1.01  Female     No  Sun  Dinner     2\n",
       "1       10.34  1.66    Male     No  Sun  Dinner     3\n",
       "2       21.01  3.50    Male     No  Sun  Dinner     3\n",
       "3       23.68  3.31    Male     No  Sun  Dinner     2\n",
       "4       24.59  3.61  Female     No  Sun  Dinner     4"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import seaborn as sns\n",
    "sns.set(color_codes=True)\n",
    "\n",
    "np.random.seed(sum(map(ord, \"regression\")))\n",
    "\n",
    "tips = sns.load_dataset(\"tips\")\n",
    "\n",
    "tips.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "regplot()和lmplot()都可以绘制回归关系,推荐regplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x20543531470>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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MQyMhnBoLI56yCj5/Z08LBvu7cUtfEO3+jdkWYqBBRERNz3VdzEeiuDoxm2vN3sidUzPp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\nXb2z9je3XDrqaBi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CCaQMC7IkIhS5sXIAZL71//r5KwjPzsEwHAiSBlkS4OJG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\nIYQQQqKGAg1CCCGERA0FGoQQQgiJmv8HoK8ApMIybSsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2053eed7710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GMRERVV09Fe/IKxpeODaKF46PQlGNsu0Bn4z7d/Vgx00hOBy1+VkYxkREVDX1VLxD1Sbn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\nWfb/AUc+d7SKoXnIAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x205435ef5c0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x20543649b70>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EbcaX7e1uwUgqs+ZNdW934yyV2baNbC6PQtGBUwoUsq5vqqdHb1scZyazkGUJ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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20543659438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(data=tips,x=\"size\",y=\"tip\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x205437d3f60>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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C0FQZArhgHHYjvtF1HAfpTBY5w4RlC6i6N89DsR08NR7Hc2cTALyQ5YoLrxAs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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x205438270b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.regplot(x=\"size\", y=\"tip\", data=tips, x_jitter=.05)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x205451a0908>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bMq6w2gTkHa/G/KmDRK6K3I1Bg4hk4UxlIzbkFuGH8gan54cmhSMnKxVpcaEe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\nYdAgIiIi0TBoEBERkWj+H573GP3D1bkPAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x205452d2710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "anscombe = sns.load_dataset(\"anscombe\")\n",
    "sns.regplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'I'\"),\n",
    "           ci=None, scatter_kws={\"s\": 100})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x20543912e48>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xMxEjYgcKqozIsTGMieiGTGYL0r89h20Z5yB1WtFw6GB/PDkzET6eeiG1ESkB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\niEgwhjEREZFgDGMiIvr/GwUDDAA7T2yuYE30JgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20543912f60>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n",
    "           ci=None, scatter_kws={\"s\": 80})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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U4g9v7O8RxFOyY/H7Oy9jEFO/RYcH4rc/mojrZwxH13soza12PLf+CDbuKOx1ExEaPF4Z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\nRK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20543935828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"x\", y=\"y\", data=anscombe.query(\"dataset == 'II'\"),\n",
    "           order=2, ci=None, scatter_kws={\"s\": 80});"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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24DtY3/cGImo0abyttAVXnbEatUXV0CJAIBLJfFGCgaI82FhyJsj78NLR0YHvfOc7+Nd/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BqKy3uNhd0Ue/5HMKhi96EaVFY2oV9WDkZdnBfzg7/1yZrOXCFWlg2d8rRRvCZfdkVNgM6pS0/E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\nmsLwQkRERJry/wF0BRFYr0ESuwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20543a7cdd8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Xzj77bDz22GPj+jxOpzXVQ5sWOC/JcV6S47wkx3kZgaDCEwrBUViUsZoRfziGp/96HG98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vR0GltaaahrwuFOw+XpmhC0hiK8smY3S7c2cGCKpWtw1sgCvj6uCJ/7q7+y4kwvAJdN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\no5dyIwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x205439d3208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips,\n",
    "           markers=[\"o\", \"x\"], palette=\"Set1\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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MrRG3dmzCsuZOXntdxAQFERGVJJMxEEtm4C9D+9ChDh3SNKs1YTs2jiQOY/9o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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20543a65b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", col=\"time\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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E5513ni6//HLt3LkzoCoBAKOhUCzq9Z096rWLipp1Mkwz0HoqlbJ6U7u1K7ND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fnZ+DTXCPZeJz+Iz12VyHnhdfl+elpe9Fj7OqArKDRnQpIk+IFPEHZbNZIUJUwsq1sdIeC4OPde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\nnBCGgRkXgdMtKNimr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UCLyRbFDIof/ehH6tmzp1asWKGGhgbdeOON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\n0gza238RZa0l7ScEnk8lKlMaqwzf1fn52W9wa/sW6/E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      "text/plain": [
       "<matplotlib.figure.Figure at 0x20544cb6588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\",\n",
    "           col=\"time\", row=\"sex\", data=tips);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XUQ28cHwMLxwbQ0YzCra7nTLu2taH29Z3QhIr8xSWoUlE1KBS6TQC4akrvUt7tZszK003\n8crrE3jm1REk03rBdociYu+WXuze1A27XNlC8QxNIqIGY1kWAsEwkhpgt9furVjDtHD4jB9PHxpG\nNKEWbJdFG/bc2o29W3rhtC9OnDE0iYgaSDKZQjAyBVFx1WyBddOycOJCEPsPDiMYTRdsF20Cdt3S\niTdv70OzS1nUtjE0iYgagGmaGJ8MIJmxanZxaMuycGYogicGhjAWTBZsFwBsvakd+3YsQ1uzY/Eb\nCIYmEdGSNxWPIzI1BdPmgFKjjy4vjsXwxMAQLo1PFd2+YWUr7tnZj6421yK3bCaGJhHREqXrOgLB\nCCxRga/di5SaRLmmXpTLSCCB/QOXcWYoWnT72j4v7tnVj/7O2ugdMzSJiJagbAk8xeGCJNXes0t/\nJIX9B4dw4kKo6Pb+Tg/u3dWPNX3eRW7Z9TE0iYjqjKYbOHY+iPFQEt1tLmxe44MsTU+1UNUMJoNR\nCKK9JkvgReIZPHVoGIfP+FGkiA+6Wp24d1c/blnRWpNLjzE0iahsrvdhTuWh6Qa++7+nZgyUOXTG\njz942zpMTU0hkTZqcqBPPKXhmSMjeOX1CRhmYVq2Ndlx985+bF7jg81We2GZxdAkorKY7cP8wftu\nYXCW0bHzwYKRpUPjYTx94BxuvbkPSo0VKUhldDx/bAwvHh+DqpsF25tdMu7avgw7b+mAWK4CsRXE\n0CSisij2YT4WTOLY+SB2rOusUquWnvHQ1WtsWSYyqSQsQUQkbYMo1s4fJ6pu4KUT43ju6ChSmcKS\nd067hDdv7cUbNnZDrsFnrrNhaBJRWeR/mJfyOs1P95UpF5qahqZpkBQnBMGGDq+zyi2bphsmDp6a\nxG8Oj2AqpRVsV2Qb3nRrD960uQcOpf4iqP5aTEQ1qXuW+XOzvU7zs3FlC549dA7+NCBfKYHX0eLA\nuuUtVW2XaVo4ei6AJw8NIzyVKdguiQLesKEbe7f2wuOUq9DC8mBoElFZbF7jw6Ez/hm3aHt804OB\nqDyisSlE42m8d98mnBmKwh9NocPrxLrlLZCq9NzYsiycvBTGEwNDmAynCrbbBGDHuk7ctb0PLZ7a\net46HwxNojmo9ujQah//emRJxIP33VKz7atnqpqBPxSDJShQrqx1uXF19f8YOTccxRMDlzHsTxTd\nvnmND3fvWIb2ltq4dVwODE2iElV7dGi1j18KWRI56KeMLMtCOBLFVFKrqTmXlyem8MTAEC6Mxopu\nX9ffgnt29aO3vXbaXC4MTaISVXt0aLWPT4srlU4jGJ6CINVOkYLxUBL7B4Zw8lK46PaV3U2497Z+\nrOxuXuSWLR6GJlGJqj06tNrHp8VhmiYCoTBSmlAza10GY2k8dXAYR88Filau7fW5cO9ty3HTMm9N\nVvEpJ4YmUYmqPTq02senyosnEghFk5AUZ02sdRlLqHj68DAOnvLDLFLzrt3rwD27+rFxVRtsSzws\nsxiaRCWq9ujQah+fKscwDPgDEaiWkBvoU03JtIbnjo7ipRMT0IzCKj5et4J9O5Zh280dEGu45F0l\nMDSJSlTt0aHVPj5VRjQ2hehUCrLDDaXKvbWMauC3J8bw/NExZLTCKj5uh4Q3b+vD7Ru6IInV7wlX\nA0OTaA6qPTq02sen8lFVFf5QdHoaibO6BdY13cSBkxN45sgIEmm9YLtDEXHH5l7subUbdrmx/0hj\naBIRLSLLshCJRhFLarBX+VasYVo4csaPpw4NI5pQC7bLog27N3Vj75ZeuByMC4ChSUS0aNKZDAKh\n2PQ0kioGpmlZOHEhhCcPDiEQTRdstwkCdq2fruLT7FKq0MLaxdAkIqowy7IQCIaRVK2qhqVlWTh9\nebrk3bVzfgFAALD1pnbs27EMbc2OxW9gHWBoEhFVUCKRRDAah6S4YHdUb/DM2aEwHnnqLAbHp4pu\n37CyFffs7EfXEpvCZBg6TC2DJrcCb/PCnx0zNImIKsAwDPiDEWimAMVRvYE+o4EE9h8cwunLkaLb\nV/c246239aO/s2mRW1ZZqpqGCBMelx3N7e2QZbEs643WfGiqqoqvfOUreOyxx6AoCh544AF85jOf\nqXaziIhmFZuaQiQ2PY1ElqozjSQQSWH/wSEcvxAqun1Zhxv33rYca/u8i9yyyjFNE5qagl2yoaPF\nDaej/LeY5x2ag4ODOHPmDGw2GzZu3Iienp5ytivny1/+Mg4cOID//M//RDwex2c+8xn09fXhfe97\nX0WOR0Q0X5qmYTIYgQm5atNIIvEMnj40jMNn/DCL1LzrbHXi3l39WL+idcmUvNM1DZahwu2U0dXV\nVpYe5WzmHJrxeByf/exn8fzzz8O6UlZJEAS8/e1vx1e+8hUoSvlGWkWjUfz85z/H9773PWzatAkA\n8Id/+Ic4evQoQ5OIako4EkUsqcLucKMaMxnjKQ3PHhnBy69PwCiSlu1eB/btXIZbV/lgWyJVfDKZ\nNGSbCa/bjiZPx6Icc86h+fd///e4ePEi/u3f/g3btm2DaZo4fPgwvvSlL+FrX/savvCFL5StcYcO\nHUJTUxN27tyZe+2P//iPy7Z/IqKFymQymAxFYZMcVRkZm1Z1PH90DL89PgZVLyx51+SSsW/HMtz9\nhpVIxNMwjGIl1+uHYRgwtDTssg09Pg8UZXEXtp5zaD755JP45je/iV27duVee/Ob3wxFUfD5z3++\nrKE5NDSEvr4+/PKXv8S3v/1taJqG97znPfj4xz++ZG4rENWqWl7wuhZYloVgOIJk2qzKQB9VN/Dy\niQk8e3QEqUxhyTunXcKdW3vxho1dcNqlui97p6kZCJYBt1OB1+eDzVad85lzaIqiiKamwlFWHR0d\n0PXC8ksLkUwmMTg4iP/6r//CQw89BL/fj7/+67+Gy+XCH/zBH5T1WER0VT0seF1NyWQKwcgUbLIT\nimNxr4dumDh4ehK/OTyCqaRWsF2RbHjjrT24Y0sPHErNj/W8LsuyoGVSkCWgrdkFt6v602HmfEU/\n/OEP40tf+hL+5V/+Be3t7QCmn3P+8z//Mz784Q+XtXGiKCKRSOBrX/sauru7AQAjIyP48Y9/PKfQ\nFOv8L6yFyJ57o16DRjl/VTdw9FwQ48EEun1ubFnrg3Il3OZzDY6cC2A8lET+DZ3xUBInBsPYdUv9\n1b4t1/tgehpJGBldgMO9uFM0TNPCq+cC2D8whFAsU7BdtAnYvakbd23rg8clz9w24/wLb+HWGl3X\nYGrTA3t6fG2QpIWHf7k+A+bckhdeeAHHjx/Hvn37sHLlSkiShMHBQSQSCZw8eRK/+MUvcl/71FNP\nLahxnZ2dsNvtucAEgFWrVmF8fHxO+2ludi6oHUtBo1+DpXz+qmbgP//rVQxPXpm0fjaA4xdC+NT7\ntkLJK649l2sQTWpFb+dFkxpaW6u/dNV8LeR9EI1NITKVRFNrG5oX8fGQZVk4ejaA//f8eYz6EwXb\nbYKA3bf24B1vXIU27/WnWHg8tV3lR02nIdpMNHua4G1uqsnHcHMOzT179mDPnj2VaEuBLVu2IJPJ\n4NKlS1ixYgUA4Pz58+jr65vTfmKxFIwia8I1AlG0obnZ2bDXoFrnf72eX7kNnJrE4Fh0xmuDY1E8\nc/Aydt3SOa9r4HXJ0Iuto+iSEQ4XfnDXuoW8D3Rdx2QgDAMyJFlGSk1VqJWFzg1H8etXLmNoMl50\n++Y1Pty7qx8drU4AJqLRwtJ4wPT5ezwOxOPpmvscME0TWiYFhyKi1euB3e6EZQKRSPFzma/se2Ch\n5hyan/zkJxd80FKtWrUKd955J77whS/gi1/8Ivx+P77zne/gE5/4xJz2Yxgm9CKjyhpJo1+DxTz/\nYs8DB05OVOx54Kg/DqvIgMhRfxz62vbcv+dyDTatbMXAyYmCBa83rWyt6/fRXN8H4UgktxqJACza\nyNOhySk8MTCE8yOxottv7m/Bvbv60ds+3eu/cbvMK19n1szo2fy5le0drbm5lbX+/iopNL/+9a/j\nIx/5CJxOJ77+9a9f92vLHar/9E//hC9/+cv44Ac/CKfTiQ996EP44Ac/WNZjEJXTsfPBgmLYY8Ek\njp0PVmQtzO5ZaoXO9nopGn3B63Qmg0A4BkFc3NVIxkNJPHlwCK8PhotuX9HdhHt39WNVT/Oitamc\nLMuCmklDFi20epxwu+uvGlFJofnzn/88F1o///nPZ/06y7LKHpoejwcPPfQQHnroobLul6hSxkPF\nbyvN9vpCbV7jw6Ez/oJe4eY1vgXttxEXvDZNE8FQBEkNsNsXLyxDsTSePDiMo+cCKNYP7PG5cO+u\nftzc31KTz/luxDAMGGoKDruInvamshbBWWwlhebTTz8949+PPPIIWltbZ7w2MTGBd73rXeVrGVGd\nqkTP73oavVdYLvFEHOFoCqLihN2+OKOtY0kVvzk8goGTkzCL3GNv9zpw985+bFrdBlsdhqWmZWAz\nDbhdCpp97VWbW1lOJYXmr371Kzz//PMAgLGxMXzpS1+C3T6zCsPIyMiSuCBEC1Wpnt/1NGKvsFx0\nXUcgGIEGEfIi3YpNpnU8d3QUL50Yh1ZswJVbwb4dy7Dt5g6IdVbyzrIsqOkk7LIAX7MbLufSGrle\nUmhu27YNP/nJT2BZFizLwujoKGT56jwgQRDgcrl4C5UI7PnVk3AkhlgiA8XhgrwIPbmMZuDF4+N4\n/tgo0mphFR+XQ8Jd2/pw2/ouyFJ9dUJ0XYOpq3A5JHR0tZZlbmUtKumsenp68IMf/AAA8KEPfQjf\n+MY30Nxcnw+iiRaqlPJy7PnVNlXNwB+KATYFdmfle5e6YeKV1yfwzJERJNKFldPssog7tvTgjZt6\nYFfq648rNZOCJFhoctnR3NRel89c52LOfwr88Ic/rEQ7iOoCy8vVN8uyEAiFkUgbizIq1jAtHDnj\nx9OHhxGJqwXbJVHAnk3d2LulFy6HXGQPtenq3Eobuto8BY/rlrKl2X8mqpDFnk5SLqpmYODUJEb9\n8Ya9XRxPJDE06odls8PuqOyHvGlZeO1iCPsHhhCIpgu22wQBu9Z34q5tfWh2189IUk1VIZga3C4Z\n3W3VK5peTQxNojlY7Okk5aDq02X2BseiuSIIjdQ7NgwDgVAIDrcHssNd0cn9lmXh7HAUTxy4jNFg\n4XtCALBlbTv27VwGX3Ntl7TLyp9b2dbkhNvdUu0mVRVDk2gOFns6STkcPRe8Wpf2inroHZdDNDaF\n6FQKDrcHit2OVLpyf9wMjsfwxIEhDI5PFd2+YWUr7t7ZX9PvlXyGocNQ03DYRfR2NM8Y/NnIGJpE\nc1CN6SQLNR4sXiu2lnvHC5Ud6GMJChSnp6KDU0YDCewfGMLpoUjR7at7m/HW2/rR37m4q6LMl6qm\nIVom3C4F3vaOJT+wZ64YmkRzUI/TSbp9buBsoPD1OunxzIVlWQiFI0ikDSgVHugTiKSw/+Awjl8I\nFt2+rMONe3ctx9pltV8qLn9uZUeLB05Hfdw6rgaGJtEc1dt0ki1rfTh+ITRjJZRa7x3PRyKRRCga\nv7IwdOUG+kTiGTx9eASHT0/CLPJ4tLPViXt29mPDytaa76XpmgbTmJ5b2dndliuaTrNjaBItcYok\n4lPv24pnDl5ekqNnpyv6RKFZAmSHp2LHiac0PPvqCF55fQJ6kcFErU123L1jGbasbYethqv45A/s\n8brt8LiX/tzKcmJoEjUARRax65bOGUuFLQWLUdEnrep44dgYXjg+BlUrLHnX5JTx5u192HVLZ9GF\nu2uFrutQ0wnIosCBPQvA0CSiupNKpxEMT0GQ7BWr6KPpJl5+bRzPvDqKVKawio/TLmLvll7s3tRd\nsQXGyyGTTsGhAF6XA032jppZT7NeMTSJqG5Mz7mMIK0LFVu6yzBNHDzlx28ODyOW1Aq2K5INe27t\nwR2be+C01+ZHaHYpLrsiotvngdvtRIvXjXA4ARRdfIxKVZs/cSKia2TnXMoON+z28t+KNU0Lx84H\n8eShIYRimYLtok3A7Ru6cOfWXjS5arOKT/50kaWyFFetYWgSUU3LZDIIhKeLqyvO8g/0sSwLpy6F\n8cTAECbCqYLtggBsv7kDb9m+DK1NtVdjldNFFhdDk4gqopTVYK7HNE0EQmGkVVRszuX50SieODCE\nocl40e0uf6L2AAAgAElEQVSbVrfh7p396GypvTUh85fi4nSRxcPQJKKy03QD//HYSVwci0HTTciS\nDQOnJvGRd6wvKTjjiThC0RQkxQnFUf5bjEOTcewfGMK5kWjR7Tf3e3HPzn70dVRuCst8ZdIpyDYL\nXg+ni1QDQ7MGLfQvdKpti/XzzR5nMpLC2uVtWNPjgQ2L8wF7+Iwfr10MQdOvTtF47WIIh8/4cfuG\n7lm/zzAM+AMRaLBVpHc5EUri169cxuuD4aLbV3Q14d7b+rGqp7bWCzYMA7qahkOxodvXWEtx1RqG\nZo3heo1L22L9fPOPIwjAkbMBdLY48X/etm5R3kdHzwVnBOZ0m0wcPRecNTRjU1OIxKYH+pR7zmUo\nlsYvnr+IV06MFx072uNz4d5d/bi5v6Wmem75S3F5fY25FFetYWjWmHpdr5FKs1g/32LHGQ0mavJ9\nNN27DEODVPaBPrGkimcOj2Dg1CSMIjXvfF4H7tm5DJtW+2CrkbCcrtiTgiwCbU2uhl+Kq9YwNGtM\nPa7XSKVbrJ/veCgJy7KQyujQDQt2RYRdFhftfTRd73Zmb1OWbNiydma92/xpJOXsXaYyOp47OooX\nj49DMwqr+DS7Fezb3oft6zog1kjvLTewxy6hvcPLij01iqFZY+pxvUYq3WL9fNu9DgSj6enQEoBk\nWockCmj3Ls50hO03d+DI2cCMgUCrepqx/eYOANMl3SaDYRiWXNbepaoZePHEOJ47Ooq0ahRsdzsk\n3Lm1D7dv6IIsVT8sWQe2/jA0a0w9rtdYT0odhFPOwTr5+2r3OtDV6pwxH/Dan+9iDgQr5VjzaY8s\nifjIO9bPOG8AeGJgCB7ZQH+nGy5PM8oVW7ph4sDJSfzmyAgSqcIqPnZZxD23L8eude2Q86Zm6LqB\n05cj8EdT6PA6sW55C6QbnNt8vqdwHxosXYVdsc25DiwHClYXQ7PG1ON6jfWi1EE45RysU2xfXa1O\nvO22fgSi6YKfb7mOHYim4fM6kMro0AwTDkWCItsQiKbndJ4LaU92CbXsPoYnolAzKdgkB7p8Hjyw\n1z3nsLmWYVp49awfTx0aRiSuFmyXRAG7N3bjrh196O3yIhpN5mqv6rqBR567AH8ke03CODEYwgN7\nV8/arvl8T1auV2mz0OSyo7lp7r1KDhSsPoZmDaq39RrrRamDcMo5WKfYvibCKUiiDe/YvXLebbyR\n7jYXBEGAyyFDEABJtEE3zBm3gUs5Vjnac/RcAIMjk7BMAZJ9+lasP5LG6csRbFw9vzsolmXhxMUQ\nnjw4lBdgV9kEATtv6cBd25fB61YgioXhdPpypOB7b9Su+XyPYegwtQzsig097R4oyvyni3CgYPUx\nNKlhlDoIp5yDdea6r3Idu9ht/l6fe8Zt4FKOtdD2JBJJnLwwBsHmgO2aZ4j+aGHJuhuxLAtnh6PY\nPzCEkUCiYLsAYMvaduzbsQy+Gzy/ne3412tXqd+T36v0uOxobi/Ps0oOFKw+hiY1jFIH4ZRzsM5c\n91WuY+ff5p+MpLF2eWtBcYNSjjXf9uQWhoYNvZ0+nB4dLfiaDu/cStNdGp/C4wOXMTg2VXT7Lctb\ncc+uZejxlVYUYfr4hUUOrteuG32PYegw1DQcdnHBvcpiOFCw+qo/fIxokWxe40OPb+aHS7FBVqV+\nXTmPWYljZ2/zv/ONK7Fnc2/Bmo+lHGs+7QlHYhiZCMOSHJBlO9Ytb0FHy8xeX0eLA+uWlzb/cCyY\nwPd/fQrf/n+vFQ3MVT3N+Ni7N+LDb1tXcmACmFe7ZvueVV0OmGoSHruA/t4OdLb7yh6YQHnfHzQ/\ngmVZS35xtXA4AV0vnKvVCCTJhtZWd8Neg2vPv9qjZ0vZV7lHR17vPVDO0bOpdBrByBQE0Q5RnHkT\naz4jTgPRFJ48OIxj54NFt/d1uPHWXcuxpq/5hrc+RVGA1+uaMRBovu3Kfs9EKI5Wtw1b1rShva25\nIiFZzHzeH43+OQBcvQYLxdBc4hr9l6XRzx+o/DUwTRP+YPjKwtALnwcajWfw9OERHDo9iSJFfNDZ\n6sQ9O/uxYWVryc8JZwvN+VAzKYjClWeVTZ66mFfJ34PyhSafaRLRvMWmphCZSkNSnLDbF/a0J57S\n8Nyro3j59XHoRYKtxaPg7p392Lq2HTbb4gaVaZrQMik4FBu62lgwvZExNIkqbClORldVFf5QFCbk\nBa9GklZ1vHBsDC8cH4OqFfaCPE4Zd23rw671nZDE+QWzZpg4fGoSl8ci8DU5Si5IoGsaLEOFxyWj\nq5VrVhJDk6iiltpkdMuyEApHkEgbUBxuLOQMNN3Ey6+P49kjo0hm9ILtDkXE3i292LOpG4o8/yPp\nuoFfPH8RwVgahmnBsnDDggSZdAqyaKHF44DH3THvY9PSw9AkqqClNBk9mUwhGJmCTXZCccz/9qRh\nmhh4fQL7D40gVSQsZcmGN27qxh1beuG0L/wj6vTlCCYjKYh5t3SLFSQwTRNqJgmnInLNSpoVQ5Oo\ngpbCZHTTNDEZCEM1AMUx/+LqpmXh+Pkg9h8cQiiWKdgu2gTctr4Lb97WiyaXspAmz3CjggTZ1UXc\nDgld3T7egqXrYmgSVVC9T0aPJ+IIRVOQFCeUea4KYlkWTl+O4ImBoVn/WHDaJdy7cxlu31h8geqF\nmK0gQYvLBkNNzrsOLDUmhiZRBdXrqjXTC0NHoMG2oIE+F0ajeGJgCJcn4kW3OxQRTS4FsmRDSi28\nVVsO65a34PVLYQRjaViWBV1No6vVjj239qDZs/ApCNRYGJpEFVSPq9bEpqYQiS1sYehhfxz7B4Zw\ndjhadLtdFtHklmdUKZprWb1SSZKI39m7ApdGwxj1x7Gydzm23dxV0z8Dql0MTaIKq5dVa9IZFc8f\nvojJKQPdbU1Yt9w556W7JsMp7B8YwmuDoaLbl3d5sG97Hw6fDcxYLWQuZfXmIluIoK3ZgW37NiES\nSTbs5H4qD4YmESEYiuC7vz6JcEKAIAg4eXmq5HUiASA8lcZTh4Zx5GwAxWqM9fhcuGdXP9b1t0AQ\nBKzqaV7wQs6zMQwDhpaGXb5aiECSbHxmSWXB0CRqYLquYzIYxvGLMUSSNuTnSilrXk4lVfzmyAgG\nTk7CKFLzztfswN07l+HWNT7Y8nYuSeK819KcjaqmYbNMuJ0KvD4fbDauR0Hlx9AkalCRaAzReAaK\nw4VwonB0KTD7dI1URsdzR0fx4olxaEVudza7Fezb3oft6zogVjC8LMuClklBkYB2rxsuZ2WeixJl\nMTSJGoyqZuAPxWAJCuzO6dGjpa4tqWoGXnptHM++Ooq0ahR8vcsu4c3b+nD7hi7I85yiUgrD0GFq\nGTjtEjo6WyBJ/CijxcF3GtEiqXYNWsuyEI5EMJXUC6aRrFveghODoVkH5+iGiYGTk/jNkRHEU1rB\nvhXZhjfd2oM3be6BQ6ncx4qmZWAzDbhdCrztnFtJi4+hSVVV7SBZrHZUuwZtKpXGyFgAhiBDcRQW\nVpAkEQ/sXV0wOMdms+HwGT+eOjSM8FRhFR9JFPCGjd24c2sv3A65Im23LAtqJg1FstDW5ILbVR+F\nIWhpYmhS1VQ7SBarHZpu4BfPXcCpS2HIkg1OuwRBEBalBq1lWfAHQpAcdoh2F3CdtSTzB+dYloXX\nBsPYPzAEf6TwuaZNAHas68RbtvfB66lMjdbsKFiHYkNvRzNkuTKhTDQXDE2qmlopZl7JdmQD+dSl\nMJLp6Yo3ybQOn9cBQRAqWoM2kUgiFI1DdrjgdriQztz4WJZl4dzIdBWfEX+i6NdsXuPDPTv74fMu\nfMHpYjRVhWBqcLvsHAVLNYehSVVTK8XMK9mObCDnD4rRdBOpjA6XQ65IDVpd1xEIRqFZAmSHB6JY\n2nO/yxNTePzAEC6OxYpuv2V5C+7Z1Y8eX2VKz2Uyacg2E21NTrjd5S90QFQODE2qmkoWM88+o5yM\npLB2eRvW9HhgQ/HwqGQ7ssHrtEtIpvXc9AxNNytSgzYciSGWmJ5GIhgmXrsQRHAqjeU9LVje6Sp6\nDcaCCewfGMapy8WnnazqacK9u5ZjRXdTWdsKTK+gomVScCg29Pg8UBQux0W1jaFJVVOpYub5zygF\nAThyNoDOFif+z9vWFX1GWcmi6tngFQQBPq8Dqcx0cL5hQxd+d+/qsj27zWQymAxFYRPtsDvd0HUD\njzx3Af5IGoIAvD4Yhq/Zgd+9Y1Wu8k4wmsaTh4Zw7FwQxZ509rW7ce9t/Vjb5y37KNWrt2BldLfx\nFizVj7oKzY9+9KPw+Xz4yle+Uu2mUBlUqph5sWeUo8HErM8oK1lUPT+QBUGAyyGjx+cqW2BaloVg\nOIJk2pyx1uXpy5EZ00cAYDKSwunLESzrasLTh4Zx6PQkihTxQUeLA/fs7MfGVW1lDcvpUbDThQja\nmly8BUt1qW5C87HHHsNzzz2H3/3d3612U6iMKlHMfD7PKCtVVL2SgZxMpRAMT8EmO6E4Zu6vWCUf\nw7TwwvExjPzmHPQio2hbPAr27ViGbTd1wGYrX1iyEAEtJXXx7o1Go/jqV7+KzZs3V7spVCVzmUdZ\n7FmkZQGJlIbHXhpE+5VRn4FoelHmhpY7kC3LQiAYRlID7Hm9y3z5FX5M00I8qSGWVIsWU3c7Zdy1\nrQ+3re+EJJbvNqmqpiFaJjxuO5pZiICWiLoIzX/8x3/Eu9/9bkxOTla7KVQFc51Hee0zymxgvn5p\nOkSC0enbltlpH9WYGzpfqXQagfAUbJIDdvvs7V23vAXHLgRxaSKOeFItehvWoYjYu6UXezZ1Q5HL\nc+6WZUFNJ2GXBdaCpSWp5kPzpZdewqFDh/A///M/+OIXv1jt5tS8a3tk29Z1VO3Ypfbgst83Ekgg\nndHhsIvoa/fkvj//GaVlWUhldJy6FMbPnjmP1b3NBT3G/Fuik5E0DMvCwVMTgAVEpjJIqwYEAMm0\nBrdTKXlOZjmqBpW6j2Raw6MvDmLIH0d/hwdvf8NyJBJxpHUBdvv1p3wYpokjZwO4NDGFWKKw5J0s\n2bBnUzf2bumF016ejwBd02AZKpwOCZ3dbRDFyvwBUisVpKhx1XRoqqqKv/3bv8UXv/hFKIpS7ebU\nvGI9siNnA/jc7++syrFL6cFlv280kEAwmoamm5AlG3xeR+77s88iLcvKfY1lWXjm1elVNor1GLO3\nRCXJhicPjwCY7mGmVQPmlW5XNKHB5ZBLKjJQjqpBpe4jmdbwt98dQCyhAgBOnh/HC69exJ+9fxfc\nztmnZJiWhePng3jy4DCCsXTBdtEmYNctnbhrex+aXAv/fcqWt5NFC163HR53ZW/B1koFKWpsNR2a\n//qv/4pNmzZhz549C9qPWMbnNLXsyLkAxkPJGWsijgWTOHhyAptWti76scdDSZwYDGPXLbP34LLf\nl1YNaIYJCIBmTE/+z35/b4cHwhn/9DzHK19jWQAsC5phIq0acDmkoscTRRv6OjxIp6f3LwhAdqpi\nttfqdsro7fBAus6qHPM9v/ns47FXLl95/mhAU5MQJQcypoTnj0/gHbtXFOzXsiycuhzB469cLhg1\nDACCANy+sQdv2d4Lr3vhYWkYBnQ1DaddRFd386LNrVzIzyD7GdAonwXXavTzB8p37jUdmr/61a8Q\nDAaxbds2AICmTd9qevzxx3H48OGS99Pc3BjPVaJJrehAjhF/HHs291bl2NGkhtbW2W8nZr/PMCwI\neRPvTdOCJNoQTWp49941OH4hhGPn/LmvsdmQ+2/DsHLHLna8nesV/GT/aUQTKkSbANMyr+xDgGla\nWNnjxZ4tfTh2LoARfxx9HR7sXN814znffM9vPtdoPJiEnpke/SrbrxYU8EdT8HpnDnI6czmMXz57\nHhdGokWPue3mDrxz72r0thcfMDQXmUwaIkw0uV1o8XYt+tzKcvwMGuWzYDaNfv7lUNOh+aMf/Qi6\nruf+/dWvfhUA8Od//udz2k8sloJhFC6Uu9R4XTL0a85TgIC+Dk/Fr0GxY2dfD4eL1zDN/z5RFGDl\nTbG32QTohgmvS0Yinsbv33sTHrGLePnEOGTJBsuyEL1y+1IUhdyxrz2eKNrQ3OzE23evwMNPn4Om\nm5CulJXTDQu3bezGu964Av/60yMYDV79vmcPDeEP718P5cptv/me31yvkaqqcIoZCJIMm00E8q5J\nh9eJaHS6Jznsj+PxVy7jzFDxsLxpmRdvvX05+js9ub+w4/H0nN8DpmlCV9NQZAEtzR44rywpFp1l\ncepKWsjPIPs+aJTPgms1+vkDV6/BQtV0aPb09Mz4t9s9/Qvb398/p/0Yhgm9yOryS82mla0YODkx\n4xZdb7sLO9d3IRFPV/QaFDt2j8+FTStbr3vc7PeNBhKQRVvumabTLqG77er32yDgd964EuFYGmPB\nJCzLyhVAdygiLOv6x9t2UzsOnZosaN/vvHFlbhBSvpFAAkdO+3ODg+Z7fqVeI00zEI5EMZXUsO+2\nm3By6PiMdSs9Thl3bunBWCCJJw8O4cTFUNFj9Hd6cO9t/VjT6wUw3QsHzCv/bV75941lB/a4HBLa\n21tyA3uq+XtUjp9Bo3wWzKbRz78cBMsqNnOrNv3FX/wFAMy5IlA4nGiYN0qx0bNdHc2Lcg0WOnp2\nNJBAqsjo2dmOUcp8S0myobXVjXA4gVRaK9q+x14axMHT/oJ27VzXgXfsXrng87vRNdJUFcFoHDbJ\nkQunVEbDM4dHMB5OobvVia03t+PF4xM4fNZfdK5ld5sL9+zqxy3LWwoG44iiAK/XhWg0ed3QnDGw\nx+PM/ZFaS+b7M8h/HzTKZ0G+Rj9/4Oo1WKi6Cs354hulcX9ZSjn/Q6cn8ehLlwpev3/3ioouUWYY\nBvzBCFQDUOzFbxtNJVU88+ooDrw+AaPIZMu2Zjvu3tGPzWt9sM0ycvVGoanrGkxdhUOxodW7NNet\n5O9BY58/UL7QrOnbs0TXunb+4v17VsLlWNiHfCULts/WM4pNTSESS0F2uKFIhWGXyuh4/ugofnti\nPLcySr5ml4y37FiGHes6IM5jQI5lWchkUlBELMp0EaKlgqFJdePa+Ytnh6I4eNqPv31w14KCs1L1\nYYvNK3zl9VG847Zu2EQHFGfhiFZVN/DSiXE8++oo0qpRsN1ll3Dn1l68YWP3jDU6S26TqgKmBqdD\nQnuHd0n2KokqiaFJVTPX51OPvjiYC8ysWELFoy8O4n1vuWlBbalEwfZrV1tR0wlcTgHnxnzYuLp5\nxtfqhomDpybxm8MjmEoVVvFRZBvedGsP3rS5Bw5lbr+2lmUhnUoAehptTXauLkK0AAxNqor5VHcZ\n8seLvj7sL23Kx2LLVhnSNRWamoZNdkKyiTNWIDFNC0fPBfDkoWGEpzIF+5BEAbdv6MKdW/vgcc6t\nV5gdAdvkUbCitxtTU5lFe57Fcne0VDE0qSqKrXl5oxqw/R0enC0yL3FZR+2N8gSAzhYH0sk4LNgg\n2a/eiu3wOmFZFl4fDGP/wSFMhgvnPNoEYMe66ZJ3LZ65VdxRMylIggWvx44mTwckyXZlOa7CUK4E\nlrujpYyhSVUxnzUv79+zEgdP+2fcom12K7h/z8pyN2/Orp0Kk0omMTgegcPphHq1Pgc6WhyQRAHf\n+uWJWXvIm9f4cPeOZWhvKX0i9tXVRWzoavPAbl+c0nbFzOcPIqJ6wdCkqii25uX1XgcAl0PG3z64\nC4++OIhhfwLLOtxlGT27UPk9K8PQMeEPwyYqaGuZ7l3aZRvW9rVAtAFnhqP4/uNniu5n3fIW3LOz\nH73tpfeccws8V3h1kbmYzx9ERPWCoUlVMd9pHi6HvOBBP+WW7Vmp6QQSaQ0QnTABpFUdTruMRNrA\nqUthDAeK9yxX9jThrbuWY0V3U9HtxWTSKcg2Cx5X7S3w3N3myhXDv7bCE1G9Y2hSVcw2zQOYLjYw\nEogjkdIRTaiwCQK2rPXh1tU+nLwUvu7gklLWE9V0A4fP+HH0XBAAsHFVKyTRVlBZqNTBLJfHw0gl\nY7BJTlg2EcD0/VhVM5FW00hlCqeOAEBvuxv37urHTcu8JYWeYRgw1BTsioieds+irS4yV+tXtOKn\nT5+bcRvdsqZfb2QcHLU0MDRpzsr1y3/tNI/8tTUDkVRunqIk2nDsfABOuwS3U84FzLWDS0pZT1TT\nDfzHYyfx2sVQrmjAwKlJ2GUb2lucuXU5f/+em/GDx0/j4lgs11saODWJj7xjfe54lmUhEAzDodgg\nKZ4rbTVhmhZMC9CMvIeZedq9Dtyzqx+bVrWVFJa6pgGGCrdLgdfXvuiri8zVyUthuBwSBAEzepon\nL4Ub9pkmB0ctHQxNmpNK/vJnb3OmMjpUzczVWDUtC6pmQdVV2GxC7hnmtYNLig1AGQ0mcPDkBNb3\ne3Nfkw3C7L5N04KqTa/h6XLIGAsm8d8vXJwRrADw2sUQDp/x4/YN3UgkkghG45AUF25d040zI0lM\nhFLIaCZmK+/a4lGwb8cybL2pA6LtxmGZvQWbHQVbL6bXvBQKnjU38jNNDo5aOhiaNCeV/OXPfqhq\nuon83MlVR7ZQUFIu/4N4tg/lEX88F5rjoeSMfWT3bWHmvk9djhQcS9NNHDkziRXtMjRTgOLwXHnd\nQFuTHa9fDE8vkn0NmzC9ysq771hddD1IANB1A6cvRzARjqPVJWDzah+6fc1VHQU7X/MZ5LXUcXDU\n0sHQpDndbq3UL7+mG0ikNETjGZimhfx+mCBgOtUEFJSOy/8gnu1Dua/DM+Nr8veRvTsqYOa+nUrh\n+WtqEvGEHZbogCwJ0HQTr7w+gWdeHcktU5ZPEKaX9HI7Zfi8jusG5n89fRqTwRhE0QbZ7sRQyMCD\n97UV/fpaV8lavvWKf0gsHQzNBjfX262V+OXPf5ap6SZUzYBpWblAswkCJEmA0y7Bab/6lr32g7jY\nh3Wvz51bTxSYHoziddsRiauwLAuCIMBmmy5Tl913j8+FjStbMXKlPYauwtRVKA4Xbr2pF6YFHD49\niacPDecWws4nAHA7ZXicMmxXbsN2eIvPucykUzhzOYBQLAWn++ro2Xq+dVepWr71jH9ILB0MzQY3\n19utlfjlz7ZBEAT4vI4rzzQNrOhqgsMulTx6ttiH9bZ1HVBkEQlMh/OP9p+BqhvwupXptTsVCffv\nWQ6HIs0YPQsAx84FcObSODTBBntTC/ra3TBNC//88FEEo+mC8xBtAnas60A8pSESvxqmHS0OrFt+\ntd6raZrQMik4FBt62j04cWkKsuIo2F8937qrRC3fesY/JJYOhmaDm+vt1kr88ucfKzuAxOWQcVN/\ny4xFoAHc8IP42g9rKe+Wa344u6/cNgUAj1Mp2G9sagr37ujE2j4vArE0NN3CqcsRPPzMhaLHddol\nrOj24P7dKwAApy9H4I+m0OF1Yt3yFkiSCE1VIZga3C4Z3W2+3ChY3rprDPxDYmlgaDa4+Xxgl/uX\n/0ZtuLZEHYCCOZWlKOUPBFVVEQzHoEOC29MMjzuG3742gcsTxYvFOxQRTS4FsmRDLKHh9OUINq72\nYePq6d6qZVnQMilYANqaXEVXGOGtO6L6wdBscJX6wJ7L4KL1K1pzhcuzc/p6293YvMY345mrZVm5\n26I+ryM3p7LU6S7XC2fLshAKRxBP6bA73ZgMJLB/4DzOFCkQDwBtTXbYbAIUeeZxsyuY6JoG01Dh\nckjo6Gy5UjC9ON66I6ofDM0GV4kP7LkMLso+Z0yrBmTJBk030dok4vfvuRmyJOLQ6cncfrJl2bL/\nnZ1TeaMBM6pmYODUJEYCCdhlG9KqkSsq0ONzYXW3AyNjAQiyA9GMiSd/ewYnLoRmuV42NLsUbFjR\ngvNjUwXbvU7A1JLwuu3wuEsvb8dbd0T1gaFJZf/Avt7gos1rfDMCWjfM3HPG7GT4jGbmqsfk3zrN\nnzeZ/9/Fbrtme7pjwQROD0cRT04v7GxZFhyKiA0rW9HpVdDbKiOeNpDQJTz1yiAOn/FfnReaRxIF\nNLsU2BURgiDArkjoaHHAH0nDsiwYWhpdrXbcsWUZPO76fRbJUm9E18fQpLKbtchAIF5wK9g0p6eW\nXNsjy+4j/5Zq/jzK/P++9rZrfk83kVIRiWsQBMDrVuBySEhndLgkHb1tXqiWhGcGRvDK6xMwzMK0\n9DhlSKINTrs4o41drU68cVMnXr8wgWgig9XLlmPbzV0LDphqhhZLvRHdGEOTym62Z4fpjFHQA01f\nWWzy2pJr2X3kP3N12qVcEYH8OZXXPn/N9nQty0I0ocEwp3ul4ak0YjEVXo+M0XAzRiMBvHh8DKpe\nWMWn2SXjru3LsHVtG375wiD8katTTHxNElZ3yWh2Cnjr7pvKVgs2Wxf3evVuK+lG04/YCyViaFIF\nzDa4yGEvfLs57dKM26HZ26cjgXhuXw/ed0tuVZLuVhe8HgUep5wbLHTtB3e2l5rK6LCu7FzXMhAs\nA5AdiGckvHhiomhYOu0S7tzai90bu3O92Qf2rsbpyxGMBaLo9MrYsa4Lba2lrUwyF4fP+K9b73a+\nVN3Ai8dGce5yCJ0tzlnD7nqji9kLJZrG0KQFma33UWxw0bHzQRw5G5jx/YIg4L7b+yGJNowGEnht\nMIS0auDI2SCOnA3mVhw5ej6IsSsf6hORFHp8Lrzt9uXXrVqk6SYsQ4OuZiCICkTZDsMCUmrhUl2K\nZMMbN/fgjs09cChXfy0sy4KhZ7BhuRO7N7bD5Sxe2accjp4LFq13e/RccN6hqekGvv/r05iMpKAb\n00XwZwu7640uZsFxomkMTZq3/PJ32ZGt+w868acPbIYs2aAbJkb8CQxNxHHyUhiReAahWBqGYUK0\nCbDZBHS1uXDrat+V27OTOHTGn9uXJAo4N6zhX352DJF4Bg5FRCpjIJnRMR5MYjJ8GGt6vXA7ZfRd\n6XUCQEYzEE+kEY1GYVo2KA43DBNFB/gImJ6+8sZbu7Dj5k5IV4Ikv2pPZ5sHr1+K4fD5iarfliz2\nR+GEr2MAACAASURBVAqAWW+bHjsfxGgwMaPu7Wxhd73pR08MDBVtz2JXLbr2/NevaL3hGqv5VN3A\nkdN+3mKmeWNo0rwdOx/EaCCBYDSd6yENjk3hnx8+hhaPgpOXwlA1A7ph5VYtyau9DlkSkMro+NH+\nM3jwvlswEojn9mVZVm5gTjylwTQthMzpZbyy+7owOoXBsSk47BLavQ4MnJqEYZg4fnYUqm5AEJ0Q\nIKDIwiMAAFGYLqoejWfwxIFhXBidwnvuWAHB0uF2SOjqboNpYdFuS25Z68PxCzN7m7Jkw5a108FY\n7BbpwKlJAMBEOFW0fXOp+HS96Ue1ULXo2vO3LAs/ffrclbU7i6+xmk/VDPznoycxEkjkXuMtZpqr\n2l7NlmraeCg5Y+5k1lgwgTNDkSvhh5nLfOX9v2kCadXI9XzSGSO3L8u6+j9BmF730sgLzCzTmv4w\nTGV0nLk0gRPnRqBbEgTRiZlrpVwlSzZkl7PMftiqqopLI5MYHA2hv6cdvrZWiKJ43duS5bb95g5s\nXNUGr2d6lK/Xo2DjqjZsv3l6Lc1ibbk4FsPFsdis7Ztr2GWnH71j90rsWNeZC5PNa3zo8c38nsWu\nWnTt+acyOmIJFanM1RVmrvezOXhyAqPBxIzXKvWzpKWLPU2at+42V0FgZmUH2cyyHnNuW/b7x0NJ\nOOxSrsBBrmcqAIokQjesWfemayri8QwsQYFq2Wc9pl0W0eyWkVYNJFLTxzB1FaahQbCJsMlNiKsz\np5aU2lMrx8hSWRLxkXesn3U/xeejFr/+2a/dvMaHI2cDmIxc7YnOJ+xqoWpR4TU3Z/z/bF+XNeIv\nXgqxngvj0+JjaNK8bV7jw/6DTgzmVcbJlsFTNWO68s51vj9/Dctszye7ykkiPb3SiU0QoMg2yJKC\n0FQGVl5v0zINGFoakixDhx2aVjwuRZsAl0NCk0sBMB1wpp6GZZqQZAXylcWkZcl25Q+BqwGYSGm5\nJcTy5ffUyjmy9HqFJor1Dq9dX/Tar5UlEX94/3qcH4vj3OUwOlsc8w67alctuvb8s+d+vTVW8+Wv\nq1rK1xMVw9CkeZMlEX/6wGb830eOzagb293mgmlauWea2eeYwNVnmjbh6hqW+T2f/DmZ2Tqz2TmZ\nlmUhmdGRzmjQ1DQEwQZJcQGCAE0vHpiKZMPG1T4Ypgl/OAlDS0MRLLR6Pcho1pUe7PQH76qeZqxf\n0Vrw3CyZ1mc8N7u2p7ZYI0uLDdRZ1dMMYOYzzWvbp0gi9mzuxfp+L/RZeqb14Nrzz05Xut4aq/l2\nru/Cs4eGZjzTZGF8miuGJi2IyyHjc+/fWnREZ3ZupWla8LhkxJIqYnEVzR4FrR473E4Jfe2eGT2f\n/FuA165osq7fi5eOXcKB035MRBTEU3rRNjW5ZLQ12eF1K9i42odt6zpw4NggBD0Nh6MdW2/uwK2r\npwfdHD03/Txry1oftt/cURCA0+X9JGxY0Qq3Uy56W3Kuy6vN12y3SIHZR88uJcXOfy6jZxV5utfN\n0bO0EAxNWrDZbtvdvqF7zvMLi+3LsixEolEMjwcxHDJweVKDVmRIrNetYN+OZdh2cwdEmwBd12Dq\nGTzy1EmMRzQANiCdxtHzQWy/uaNo+4oFXXb9zWvX9sxazJGls13rRpkrWez853LuCgvj0wIxNKlm\nTYflFALRJA6cjuKF4+PIaIWFCdwOCW/e1ofbN3RBEm3QNQ2apqLZ7cD5CQHBuAlBEHLzNK9363Q+\nAcj1MIkaB0OTSraYtUdD4Sheem0UxwcTuDSRKBqWdlnE3i292HNrN+yyCE3LQDd0eD0ONHmmp2lM\nnAzBsoDklYFF2eeus906nU8A1sLIUiJaHAxNKsn1qv9cW2x9IeKJOCYCU/juExcxFkoXreIjizbs\n3tSFvVv64HJIUNU0TDWDtiYX3O7WGV/b3uLERDgJVTNyo5GSaT33vLRg3/MMwGqPLCWixcHQpJLM\nVv3n/z5yDJ97/9YF96riiThC0SReu5TArweGMXVl/ct8ggDctr4Ld23vQ7NLga5p0NUEfE1uuP9/\ne3ceHFd1J3r8e3vv1q6WLHkFY4NlQ2zLC8QhthNjzCNAgJCNKkhmhkzIJCxFgDJhplgqw0wGAobY\nIQWTxDMxxRu2MJDAq9jssXHwim28y0ZeJGuXWuq9+97z/rjq1taSWoutpX+fKgr73u57zzlu9U/n\n3HN+Zxj3sJQAKITojQRNkZbesv/UNYcGvbRCKUVrm582f5gj1UHe232G6sbeZ5xOKvRwzRenAQax\nsJ/8XHdyGLY3DS0hJhS4aQtEk9ttuZ02GnzhPt8nhBCpSNDMANGYzvZDdVTX+wf9vK179h9DKZQy\nN5GubgiwcFb610pM8PEHI5xqiPLOrmoqa9r6fV+9L8hLm/bx/avn4C0uTmtrrlJvFhatgSy3vctQ\nryxoF0IMhgTNcS4a1/n9y59SecaXDBqDyVbTOftPYospTTNzx+6vbOp1m67ODMPA19pKWzBGrU/n\n3V3VHDnVkvK1idywhjIz/xjxCG6Xi7aojRP1UYoK09vL0kyC3kTlGV/ymMxsFUIMlgTNcW5PRSOn\n67r24gaTrSaR/eexDTupaw5hsYBF07DbLISjep/XMwyDFl8r/mCU5pDGe7uq2Xc8dZLsKcVZXLFw\nCruO1HPkZDPBYABNs+D2ZJGb60HTtAElDXDYrNz57fl8sOPkkHrafTmXs4pH8p5CCAma415Nt10d\nksfTCDypvpgvmzOBLftqujwf7C2QxeNxmlp8hKMG/qiFD3bXsutIPUaKGbETCtysWjyV2ecVoJRi\nYr6F6tpGYroHS/say6bWCN4814CHVh12K4vLJhCfWTSg96VjOPPOjuZ7CiFMEjTHuVJvFhxt6Hm8\nW2Ly7r2VWFznd28d5Hi1j2DEzB870evh8i/0zPCjlKI1EOX5N/cDcMn5eZxX7CRuQFTZ+ejTWv52\noDa5P2ZnWS4b3lwX+dkOorE4oUAbudlOfCGNrOwcwnq4y24WLoeV2ecVsPNw3ajoZZ2rvLMjfU+R\nHhkBGP8kaI5zvT3T656YHLr2VnYdqeez442Eo3ryWeixqlZqmkIYSiUTfwfCcVx2C1v2nSESiWLE\nI+w8aGfmtGImFHjYur+GaKxnyrtst53cLDuNvjBVDX5OVIf57Ohp5pdN4fbrv0Dd4VNompbc9STR\nsy2bls8Lm44Mupc13F9q5yrv7EjfU/RPRgAygwTNca63Z3r99Vb2VDQSjRldZpwqIBiOUZjrQnOZ\nPT/DUIQjYULBMJrFitXhQVdw6EQLB0/0nOTjdlpZPm8yeVl2Nm4/RTgcQY9HsdicKKuN/ZUt7DpS\nnxyCNROmdyRPiMaMQfeyzsaX2rnMOzuS9xT9kxGAzJB6Mz4xriSe6V2z5HwWzpqA3WZNq7fS22bO\ncd3A47KT5dSIRQNEojpWhwes5pCsoXq+12Gz8NXyydx/cznL5k+iwRfA729FKYXdmYXVamu/tmJP\nRSNzZ3iZ6O0aBCZ6PbicqYNbOr2svr7UBqu3cp7N2bkjcU/RPxkByAzS08xQ/fVW5s30svtoPdFO\nzyE1wGLR0FSMUDAKmg2nKwsjohNJMQQL5gbQX5xTwvLyyWS77ei6TjQcYIrXicOVTTzcdXuvxEKS\n3tLZ7T3WyO6jPYNcOr2ss/GlNhJ5ZyXX7egkIwCZQYJmhuovMfmCi4rZebiefccbiesKTQPNiODU\nwG7zYLU5CEd1QpF4rwFzwYVFrFw8lfxsJ4ZhEA35yclykF9UxMQJhWw50MLx6o71o1r7xtTzZppl\nSKSzSzyH3Lj9FEV5LkoK3H1uutybs/WlNhJp9yTV3+gju91kBk2pVCmxx5fm5sCY3rF+KGw2CwUF\nWSnboPOkmO4bPid+0HcermPbvlPE9Dizp09g9vRiPt5Xw47D9fgC0ZT3nDohixuXTqfUmw1ANBzE\n47RSWJCHxdLxRCAYjrHm5T2crvdjKHDZLcyaVsA/Xjenyyze7s8hSwrclF9YRG1zkHBEx+W0Mbko\nK2Vvq3P9Q+FYj2tN9HrG/USNvj4DmeJctcFonT0rn4GONhjydYahLGKM6tyT6x5Mth+q4YYlk5hc\nYOOmK2ZjtVo5Vefn/75TQUWVL+X1Lpqax5WLpzG5yPxgxmIRbOiUFuXicDhS3N+CN89Fa7AjL6zF\n0jXTT6rnkIleZk1TKHlu99GGfif1yLCmONtkBGD8k6ApugQmw9CJhkNUBv3sq8zjCzOLqa7388bm\nzzlVnzpRwnklOay6dCrTJ+YCoOtxjFiYgjwP2d226kr8Jl7V4KfyTBuVNW3YbRZysxxomkZttwTw\nvT1v3FPRyJkmmakohDi3JGgKapqC6PEYsWgEhYbF5iIa0/n4QC0fH6jlRI0/5fsmej2sWjyVi6bm\no2kaSilikSAuh5WTrYq9JxooLQwme3Od9+Rs9IXb14AqbFYLwXAcb56rR3ahgT5v7GtSj6yjE0IM\nlQTNDBcIBHFoEaKxODaHB6UUza1honGD5rbUzywTM2KvXnIelvadRiLhEC47TPDm8YeNR1MGpkSP\nNpGsQMNcnmIoRSxuEIrE8bjsXQJlb5Mr5s3wcmZbzwDZV5Adyjq60fqsSghxbknQzECJfSz9gQiG\nxcrsCyZx4HSY2qYQzf5wr7NhLRaNHI8dj9NGltuGRdPQ4zEwopR6c3E6new8XNdrYEr0AhNp8TTN\n/E8pQDOPd59t2NtzSIA93YJgfzMVB7vkRHqoQoiEUR80a2treeyxx/jkk09wuVxcffXV/PSnP005\nsUT0Tdd1WnytBMJxrHYnVqcHKxCJ6RTlujhQ2dxjk+kEp91iZgJq71kW5bqIhgPkeJwU5HdsBN1X\nYEr0Au02cwatpmlYLeB22rC0915vXHZBj0DU2+SKgU7qGeySE8n0IoRIGPVB86677iI/P58XX3yR\nlpYWHnzwQaxWK/fff/9IF23MiEQi1NY34g/GsTvdOFxOwMzss+1gLe/vriYQivV4n6ZBlstOPK7j\ndtmSAbMwW6NsiouJEwqxWrsGqc4BSCmVHIoNhGJmovUj9VQ3BAiGzeMOu5X8HCeTirJSBsy+DHSm\n4mDX0UmmFyFEwqgOmsePH2fv3r1s2bKFwsJCwAyijz/+uATNNPgDfgKhCJ6sLAyLC6fbXJKrG4rd\nR+p5b9dpWvw9n1tqGnhcdnLcdiwWDW+ukznnF9DYEqQwS2PJF6aQl5ud8p6JwJSY7JNYSnLgRDMt\ngSi3XHkRB080U9XgJxzRcTttTOpljeVwG+ySk9Ga6UWeswpx7o3qoFlcXMxvf/vbZMAEs/fS1tbW\nx7sym2EY+FpbCQRjYHXgdHlwut2Eo0EMpdj/eRPv7DhFfUu4x3stmsbi2RNYOreUMw1B6n0hCnLM\nXmldQwtTJ2TxpXnn47D3/rFJBKbXPzrO3w7U4nHZcDvN1x+r8vHCxiPMm+mlpMDTJZHC2fyyj8Z0\nth+q65Kw/mz0UM9lEJPnrEKMjDGVEUgpxc0330xRURHr1q1L+31jNQtGf1/Cnc97c2xM9ZoJ0+1O\nNxaLhXhc50hVK42+MJ993khtY5BoL+0w0eth8axiFpWZweTwyRZqm4McrGzA1+YHi5No3Pw3yM9x\nUpznJq4MolEdl8PG1AnZTCvJpq4lxKlaP1UNZiL3vGxz/WWi1+lx2YjGDXTdQNPAMMzUeSWFbrw5\nbsovKmLBRcU9vvgHGpASrz/TFOTwSR9toQhae2bbgWYBisV1dh2pZ0+FmfN23kxvlzImzr/9t5OE\no3FcDivh9nb52henpaxPOvfsq747D9fx560nerzv2iXndfmFIBbX+ayyGV8wRpbTiqEb5+yXldEk\n0zPiZHr9IUMzAj3++OMcOnSI1157baSLctb115NInD95pol4PA5YmDghn5uWXZAMmK99dJzTdX4a\nWyO93seigd1qTszZcaSB42daaQ3EaGoLEw0HCEcVFrsL6PhBq28J9+ipHj7Z0j4bVsMwlJl5XYE/\nFMNptxDTlTnb1lCEI3E670cdjRv4q9r4XGvjs88b2X20gduumd1nKr2+elWdXx+KxPH5o9isWnId\n6EAm8aS6N8fM3Lydzx+r8uFrH+puMhQWDTQtyh8/Os6eY40DDtL91Ted56yJ69Q0BbFaLNQ0mskp\nEu0gPVMhBm7MBM0nnniCDRs28PTTTzNjxowBvddqHXs7oO2uaKCmKYjWKatcTVOQzyqbWTSrmPd3\nVnKgogpds+GwO3A5bTT4whypauULFxSyeV8dh062EInqvd7D0r7kw0ARiZk9o8OnWohFw2hKB4sL\niz29tlO0Lx1RZnJ3VMexcGIJi8V8nmr0MrZhKDOAVta08VllM4vbe719tUXiNb21XWI2cEw314Fm\nuc29Oetawths/detv3snzsd18xcFw1AYSqFpmnl/3eizrIO5J8Ck4my0I/U93jupODtZr+R10AiE\nY8R0sy0S7TDQco1lie+AsfhdMBwyvf4wfHUfE0Hz5z//OS+99BJPPPEEK1euHPD7c3PdZ6FUZ5cv\nGMPW7R/ZMHRO1zZyfomTd3fXEtLNZTfRuLnTSGGuk5qmIIdOtrDjYG1a9zEH5zUMXRGORokE/Vhs\nDhwuD7G4zmAH7zu/zQzOFiwWM6j0Vx5dV/iCseRQSqq2SBxPNdzS+fVOh5VgOI6G2QNOHJ85rSCt\noZr+7p04n7hP4mmHUqCh4XLYsFktvZZ1MPcE+Mqiaew73sTpuo7n+1Mm5PCVRdNw2K09rhOLGcnh\n6c7tMJByjQdj8btgOGV6/YfDqA+a69at46WXXmLNmjVceeWVg7pGa2sIXR9b4/h5Hjvx9jLHY1Hi\nsSgGGh73JHZXtBKOKjqHpmgsTl2zQVX9qbQCXSKxgElh6CHiMYXdlWWmxKOjxzgUmgYepw1Dmb0u\nq0XrSGjQy+utVo08j53mZnM4sXNbdNb5Nd2PJ17vslux2y1EYzoWi0ZcN5jkzWLGxOyU7+3rWqnu\nnTjvtFuxWTV0A1BmPWxWDYfdQlw3ei3rYO6ZcMuqC9lT0UhNY5BSr4d5M70E/GEC3a6joWG3W1Ah\ns9ET7ZDqmuOV1WohN9c9Jr8LhkOm1x862mCoRnXQPHbsGL/5zW+4/fbbKS8vp6GhIXmuqKgo7evo\nujHmHn5ffF4+W3bD6fo2NM2G1e6hJN/FrCl5bN53BqfdSshiIRbX21PRASl+GCwaKYdDrRrYbFaM\neBQVi5JbUEgkpjBCMdA04nEDq8WCYRhYNND7CZ4adHmmmQi4Fk0jP8eJpmmEInGmT8yl0RfmZG0r\ncb1nj9Rhs3B+aQ6XnF+Q/De75PwCth+s7TF7tfNrOuv8ek2DkgIPNqvG7PPymVyUzdwZXixoaX0m\n+rt35/PePBfBcJxgOI7HZcXjsqOhUVrYe1kHc89ke6FRPrMIZna8t/P5xHVqmoJkuey0tW/l5nba\nUKrvNhyvxuJ3wXDK9PoPh1E9e/b5559nzZo1XY6p9udFBw8eTPs6Y2nGWDwep8XXRjASx8DGsWo/\n9b4QxXluZk3Lx2azsv94I+/uqsIfiuIPxVNeJ9ttI9fjIBiJoSuIRnVsVo0pxTmUet3ocQMLEaaV\n5pPlMZd/FOW52H3UfA4WDMcJRcyZoPNmFmG3axyqbKHZH8HtsOLNdaMrg0i32bP1LSFO1vqJxHRa\n2ifgJPbQTMxaBdh1pJ7dRxpoagtjKDNgFua4hn32bF1LmJnTCpgxMRsLWq+v78tAZjGXFnqYfV4B\nB080D2npyXAtX5HZs6ZMnz2a6fWH4Zs9O6qD5nAZCx+UQCCAzx8ipoPD6U5m3+kuFjfYsq+ad3dW\noafoQrqdVpbNm0R+loO/7qsxhzst5qxVpeCr8ydx4WQPDisUe/N7ZPTpvnzC7TQzAQ1ms+bRsPhe\nviykDUDaINPrDxm65GS86ZyIQFns2B0enPbUr9UNgx2H6nl/12lagz1T3jlsFr50SSlL503CbtV4\n7cPjtAXNnl5ixqgyDM7UNbBkThkej5tYXOfTw3U9gprNam4G7XF1FGYwuVaHa0Pe0RB8hRACJGiO\niGg0QrPPTzhqYHO4sLl6Tz5vKMXeY428s+MUTSnWW1otGpfOKeEr8yeR43Ek12eerGsjHDGHbgPh\nOFZiOKww87zzkwGzt7WAoynXqmS+EUKMJhI0zyF/wE+rP0zMsOB0unH2MZFLKcWhE81s2nE6ZbDS\nNFhwYTErFk5JproDM8lAfUsYl8NGKKITDkeJx0JY7S7iDgfv7a5i7owiDp5o7nXnjv5yrZ7Lnp/s\nMCKEGE0kaJ5liSFYfzCGZnVgs3tw9vOe49U+Nm4/xclaf8rzl1xQyMpFU5mQ3zPq1vtCyT/btShh\nFcXuzAbNnDlXeaaNp1/ZyyUXFPZ4L5i9yVWLp/aaa3UwPb+hBNnR1OsVQggJmmdJ5yFYu9ONvY8h\n2ITT9X42bjtFRZUv5fmLpuZx5aKpTC5OvcMIQHGeG12vQ8UjZpB22MxsNe0ZegxdcfxMKx6XLTkT\nOUEpRSAUY+P2U8yb4WXeDG+PmZZ9bTKdquc31OHV0brDiBAiM0nQHGYDGYJNqGsOsWn7KfZXNqU8\nP60km6suncb0ibl9XkcpxfQSB5MKnTQFnKhwDH+o524mhqGoqPLhcdrwtO+TqZQiGI5z4ERzMpCm\nmjFb0xTssk+m3WbB7bT12vMb6vDqYPfAFEKIs0GC5jDovh1XOkOwAM1tYd7deZrdRxtSZsiZ6PVw\n5aKpzJqW3+sSlIRoNIzDojhvUhE/urHIXAd5tAGfP9pjZxOt/T+Py8ac8wrIctsJhGJdAiakDm5F\nea7kjiUJwXCcojxXynIlgmn3QFvdEGDhrH4aiMHvgSmEEGeDBM0hGMgs2M7aglHe313F9oN1Kdda\nenNdrFw0hS/M8GLpJ1gahkE8GqIwz012ljlsa8R19hxrpLY5RG6Wg8bWcDIoJzL3JNZfZrntXLPk\nfN7aWpkyMA/12WFpoQelVI9Au7+yif9z2bS0gt9wLV0RQoihkqA5CB2JCDScrvSGYMHcXeKjPdV8\n/FlNlwCSkJvlYMWCySycVYzVkjojfzyumzNkfSHy3RpzL8hnSqk3mXUHug6JZrnthKM6wUjMTCKu\naVgtZnAMhGJU1Qf45EANrYEoPn+kPZG3Iq6bSb1bA1He2lqZ7OE1+MJ481w9hmcbfD2HgcEcXt20\n4xSxuIFSZoIFzaLR1Bph15F6LptTml7j9WGsr+Mc6+UXIpNI0EyTOQTrJxCM9JuIoLtoTOfjz2r4\naE814RRbdXlcNr4yfzKXzSnB3sd2VYk1mLWNAYKBNgzNxqeft3LXTfl4XB3v69w71DQoKfTg84fx\n+WMYysAwoNEXRtPglF1j3/HGZA7Y1vb8pFaLhqFgy74zFOW7k/svzpvhRdO6Jj6A3ifm2G1W5pxf\nQFNrGF8gBii09vu8/beTg9qgubOxvo5zrJdfiEwjQbMfsViMZl8r4aiB1e7C5ko/DVNcN9h2sI73\nd1cRCPXM4uO0W/ny3Ilc/oVSXI6e/xTxuM7+yiYOnWgBIMtto7q2CZ8/jLKYGwlXnmnjV6/t5d7v\nzE9uTh0IxfD5I9htFjNpeHsi9dwsG/6Q2UNUAArqms0eoqZpOB1WLBYNpcBmNXfniOvms0iPy86Z\nxiDzZniZ6PUMaGLO5KJsc3/J9vskhKPxIa+3HOvrOMd6+YXINBI0exEIBPH5g8R1DbvThcOVfrJv\nw1DsPlrPuztP0+KP9jhvs2osubiUZfMnkeVK3V2Nx3Ve+eAYFad9xHUDZejEY2Fsdgdae8BMqGsO\nsfdYI3NneFn//w5R3RAgFjeSO26UerNwO23t+z2agUtrf8gZNxTWxIbJccN8hqqZy1MS9+g8lNzg\nCw94Ys7cGV7e3FKJj4626G/WbbrG+jrOsV5+ITKNBM1OlFL4WtvwB6MozYrd4cGR5hBs4v37P29i\n045T1Lf0fMZn0TQWzjKz+ORl9T1p6PDJFk7X+4nrBnosjFIKq8Nj7giiOu+FaQagxJesuR2W1vHc\nUTeYd2ERJQVu/u+mI0DX95p7Z5ocNkty+LjznzsPGZcWegY8Mcdus/K1L07jjx8d7/IcVNO0Ia23\n7N6rTlwzUc6xQNahCjG2SNDE3I6rqcVHOKJjdbixOQf2haWUue5x47ZTVDX03NBXA+bO9LJy4VS8\nvSzN6K7eFyIWixOL+LHaXNhsZvQ22ifTJCSCRWmhp9uzTC05NJvtcbBwVjHv7jhF5Zk2LJqGoZkX\nsVo0LJo5HJuX7URvNYN9XrYDvT3XrdtpfkyGsj5ywUXF7Ok2FDmU6yWeBXbvVXvzXEwqyhoz6zhl\nHaoQY0tGB81gKISvLUA0bm7H5XAPfL/FEzVtbNx+ks/PtKU8XzatgCsXT2Gid2Bb0uS5lJlk3ZXT\n5Xh+thO7zUIoEk8GzO5BovuayJJCDw6blbtumsuvXttLXXOofZasGRBXLZ6CzWpJ7qkJ9PjzUGd1\nDvd6y8SzwC696rjBnPMKuHHZBWNmEo2sQxVibMm4oJkYgg0EoxgWK3a7B+cgWuFMY4BN209x6GRL\nyvPTJ+awavE0zivNSXm+N3o8BkaU5QumcaIhxv7Pm5LPFO02CxdMyuV7V81Kucnx3Bleth+q6/Ge\nTz6rYdaUXDwuO/d+Z/6IfUEP53rLVL1qMJfYjLWAI+tQhRg7MiZoxuNxWnxthCJxLHYnVqeHwXy1\nNvrCbNpxin3HOpZpdDa5OItVi6cyc3Jev1l8OlNKEQ0Hyc1yUpBfDMBt18xm15F69lQ0AjBvppcF\nFxX3eg27zUr5hUV8fqaVWNzAZtXQNI3PjjfwynsWzi/NSfYaVy2eOuaCS2fyLFAIMRLGfdAMhyOc\nqWsgGNJxuDzYXekkuOvJ54/w3q4qdh6uI0USH4rz3Vy5eCoXn18woGAJEItFsKMzuaQAm63jwXOK\nlQAAEtNJREFUn8Rus3LZnNIuCQD6W9fX4Avjcdk7svDoZo/z/V1V2G0WvHmu5JrLsbwWUJ4FCiFG\nwrgPmi2tbWB143Sn6hf2LxCO8eGn1fxtf425W0g3+dkOrlg4hfILi7FYBhYsu6bAK0jrPf2t60v0\ntBLP+NDAMAAUsbjRZc3lWF4LKM8ChRAjYdwHzcEKR+Ns3nuGLftqiMR6ZvHJdtv5avlkFs+ekJxU\nMxCRSBi3XVHaLQVef/pb15fogR060Zw8Z7EAqueay7G+FlCeBZ47kupPCJMEzW5icYNPDtTywe4q\ngpF4j/Muh5Vl8ybxpUtKcdgH/qWh63FUPMKEghzcrvSWn3TW37O8RA/s9Y+O87cDtTjsVjRNo7kt\nDKrnmksh+iOp/oToIEGznW4Y7Dxcz3u7qpL5Vzuz2yxcfkkpS+dNSq5bHKhIOECux05+UdGAn3sm\npPMsz26zcuOyC2gJRKlpCmK1WPAHzToNZs2l9DIym6T6E6JDxgdNQyn2HWvknR2naWztmcXHatFY\nPHsCXy2fTI4nva2/uovFItjQmTyh60SfwUj3WV7idZ9VNuMLxshyWjF0Y8BrLqWXISTVnxAdMjZo\nKqU4fLKFjdtPpfzh1zQov7CYKxZOpiBn4MOoMLiJPulI91me3WZlcdkECgqyaG4OEE+xHVl/pJch\nZHmPEB0yMmger25l4/aTnKz1pzx/8fmFrFw8hZKCji+FzvtYFue5mTUtH1sfPa1IOIjHYeky0Sfd\nYc7RNBxa1eAnGI71yBl7tnoZo6nuwiTLe4TokFFBs6rez8btpzh62pfy/IVT8rhy8VSmFGd3OZ7Y\nx7IjCXszn1U2cdOyC3oEzngshkXFmFiUg8PRsSY03WHO0TQcGovrHKhsxtdpp5ZEftez0csYTXUX\nHWR5jxAdMiJo1jYH+csnp9j/eVPK89NKslm1eCoXTMpLef7wyZYeu5bUt4Q5fLKFiy8wf9tODMXm\nZbvIyy3qcY10hzlH03Do3mONhKM6dpsluVQlFjdwOaxnpZcxmuouupLlPUKYxn3QXP/WUbbur+uy\nM0hCaaGHKxdPpWxafp+zWet9oT6PR8Ih3A76XHOZ7mSK0TTpoqapZ0J0u83CxecXnpVexmiquxBC\npDLug+bHn9X1OFaY62TloqnMneE1N13uR3GeG2jucbww244eDVDqzcXp7Ds9X7qTKUbTpIvEPTsn\nRAeYVDSwHVsGer90jwshxLk28FQ2Y1iux84NS6dzz7fnMX9mUVoBE2DWtHyK8ztm0CqlKPAoFszM\nZ3Jpcb8BE8zJFBO9Xb/8U02mSPd158K5LstoqrsQQqSiKZVq4HL8uO7eN/C4bCyfP4kvzintkhFn\nIBKzZ880+CjJt7O0fDou58DWbY7E7FmbzTKkJSfnejbrcN9vqPUfD6QNpA0yvf7Q0QZDNe6D5tub\nD1NamIPdOrQvel3XMWJhCvI8ZGedneHJsyHTf1gyvf4gbQDSBplefxi+oDnun2kuuMhLU6uBnmKH\nknRFw0E8LiveIaS/E0IIMfaN+6A5FPFYDE1FKS3K7bLmUgghRGaSoJmCUopoOEh+jou83OKRLo4Q\nQohRQoJmN7FoFJsWZ3LJ0JOrCyGEGF8kKrRTShELB8jPdZObkz/SxRFCCDEKSdDE3LrLjsHkUi/W\nIc6yFUIIMX5ldNBUShGLBNu37sru/w1CCCEyWsYGzVg0jN2imNJHvlghhBCis4wLmuZuJEG8edlk\nZUlOUyGEEOnLqKAZiYRx2xWlpUXSuxRCCDFgGRE0dV0nFgkxoSAHt8vV/xuEEEKIFMZ90NQ0DZdN\np6RAUuAJIYQYmnEfNEuKvThsmZukWAghxPCRB3tCCCFEmiRoCiGEEGmSoCmEEEKkSYKmEEIIkSYJ\nmkIIIUSaJGgKIYQQaZKgKYQQQqRp1AfNaDTKgw8+yOLFi1m6dCnr168f6SIJIYTIUKM+ucF//Md/\ncODAATZs2MDp06dZvXo1kydPZtWqVSNdNCGEEBlmVPc0Q6EQr776Kv/yL/9CWVkZK1eu5Ac/+AEv\nvPDCSBdNCCFEBhrVQfPQoUPous78+fOTxxYuXMjevXtHsFRCCCEy1agOmvX19eTn52OzdYwie71e\nIpEIzc3NI1gyIYQQmWhUB81QKITD4ehyLPH3aDQ6EkUSQgiRwUb1RCCn09kjOCb+7na7076O1Tqq\nfzc4qxJ1z9Q2yPT6g7QBSBtkev1h+Oo+qoNmSUkJLS0tGIaBxWJWuKGhAZfLRW5ubtrXyc1NP8CO\nV5neBplef5A2AGmDTK//cBjVv3bMnj0bm83Gp59+mjy2Y8cOLrnkkhEslRBCiEw1qoOmy+Xi+uuv\n5+GHH2bfvn288847rF+/nu9///sjXTQhhBAZSFNKqZEuRF/C4TCPPvoof/nLX8jJyeEHP/gBt956\n60gXSwghRAYa9UFTCCGEGC1G9fCsEEIIMZpI0BRCCCHSJEFTCCGESJMETSGEECJNEjSFEEKINI3b\noJnJm1dHo1Guu+46tm/fnjx2+vRp/v7v/57y8nKuvfZatmzZMoIlPDtqa2u56667uOyyy1i+fDm/\n+MUvkmkXM6H+ACdPnuS2226jvLycFStW8Lvf/S55LlPaIOGHP/whP/vZz5J/z5T6v/POO5SVlTF7\n9uzk/++++24gM9ogGo3y6KOPcumll/LlL3+ZNWvWJM8NR/3HbdDsvHn1ww8/zLp169i4ceNIF+us\ni0aj/PSnP6WioqLL8Z/85CdMmDCB1157ja9//evccccd1NTUjFApz4677rqLSCTCiy++yFNPPcX7\n77/PM888A8CPf/zjcV9/pRQ//OEPKSoq4o033uCRRx7hN7/5DW+99RaQGW2Q8NZbb/HRRx91OZYJ\nPwMAFRUVrFixgi1btrBlyxY2b97MY489BmTGZ+Bf//Vf2bp1K7///e/55S9/ycsvv8zLL78MDFP9\n1TgUDAbV3Llz1fbt25PHnn32WXXrrbeOYKnOvoqKCnX99der66+/XpWVlalt27YppZT6+OOPVXl5\nuQqHw8nX/t3f/Z1au3btSBV12B07dkyVlZWpxsbG5LE///nPatmyZWrr1q3jvv5KKVVXV6fuuece\nFQgEksfuuOMO9eijj2ZMGyilVEtLi1q+fLn61re+pR544AGlVGb8DCTcd9996qmnnupxPBPaoKWl\nRV188cVdvvuff/559eCDDw7bz8C47Glm6ubV27ZtY8mSJbz00kuoTjkr9u7dy8UXX4zT6UweW7hw\nYZecvmNdcXExv/3tbyksLOxyvK2tjT179oz7+oPZBk899RQejweAnTt3smPHDi699NKMaQMwR5mu\nv/56ZsyYkTyWCT8DCceOHWP69Ok9jmdCG+zcuZOcnBwWLVqUPPaP//iPPPbYY8P2MzAug2ambl59\n8803s3r16i4fCjDbY8KECV2Oeb1eamtrz2XxzqqcnBwuv/zy5N+VUrzwwgssWbIkI+rf3YoVK7jl\nlluYP38+q1atypg22Lp1Kzt37uQnP/lJl+OZUn+Azz//nL/+9a9cddVVXHnllTz55JPEYrGMaINT\np04xefJk/vd//5err76alStX8uyzz6KUGrb6j+qtwQZLNq/uqrf2GM9t8fjjj3Pw4EFeffVV1q9f\nn3H1X7t2LQ0NDTzyyCP827/9W0Z8BqLRKI888ggPP/xwj7pmQv0BqqurCYfDOJ1OnnnmGU6fPs1j\njz1GOBzOiDYIBoNUVlby8ssv84tf/IL6+noeeugh3G73sNV/XAbN4dq8erxwOp34fL4ux6LRKC6X\na4RKdHY98cQTbNiwgaeffpqZM2dmXP0BLr74YgAeeOAB7rvvPr75zW/S2tra5TXjrQ3Wrl3LJZdc\nwpe+9KUe5zLlMzBp0iQ++eST5H7DZWVlGIbB/fffzze+8Y1x/xmwWq0EAgGeeuopSktLAaiqquLF\nF1/ky1/+Mi0tLV1eP5j6j8ugOVybV48XJSUlPWbTNjQ0UFxcPEIlOnt+/vOf89JLL/HEE0+wcuVK\nIHPq39jYyO7du5P1Bpg5cyaxWIzi4mKOHTvW5fXjrQ3efvttGhsbKS8vByAWiwHwl7/8hR/96EcZ\n8RkAenzHzZgxg0gkQlFR0bj/DEyYMAGn05kMmADTp0+ntraWkpISjh492uX1g6n/uHymKZtXdzVv\n3jwOHDjQpfe9c+fOLhOlxoN169bx0ksvsWbNGq6++urk8Uyp/+nTp7nzzjupq6tLHtu3bx9er5eF\nCxeyf//+cd0GL7zwAn/605948803efPNN1mxYgUrVqzgjTfeYO7cuRnxGdi8eTOXXXYZkUgkeezA\ngQMUFBSwaNGicf8ZmDdvHpFIhBMnTiSPHTt2jMmTJzNv3rzhqf/wTPQdfR566CF17bXXqr1796pN\nmzaphQsXqk2bNo10sc6ZWbNmJZec6Lqurr32WnXPPfeoo0ePqueee04tWLBAnTlzZoRLOXwqKirU\nnDlz1DPPPKPq6+u7/JcJ9VfK/Hf+5je/qW677TZVUVGhPvjgA3X55ZerDRs2KF3X1TXXXDPu26Cz\nBx54ILnkJFM+A36/Xy1fvlzde++96vjx4+qDDz5QS5cuVb/73e8y5jNw++23q+9+97vq4MGD6qOP\nPlJLlixRL7zwwrDVf9wGzVAopB544AFVXl6uli1bpv7whz+MdJHOqc7rNJVS6uTJk+qWW25Rc+fO\nVddee63aunXrCJZu+D333HOqrKysy3+zZs1SZWVlSimlTpw4Ma7rn1BXV6fuvPNOtWjRIrV06VL1\n3HPPJc+N989Ad52DplKZU/+Kigr1D//wD2rBggVq6dKl6te//nXyXCa0QVtbm1q9erVasGCBuvzy\ny9Wzzz6bPDcc9ZdNqIUQQog0jctnmkIIIcTZIEFTCCGESJMETSGEECJNEjSFEEKINEnQFEIIIdIk\nQVMIIYRIkwRNIYQQIk0SNIUQQog0SdAUQggh0iRBU4gRcubMGd5+++20X//BBx/02KWiL7feeis/\n+9nPhu3127ZtY/bs2VRXVwPmRtfr1q0D4I9//CNlZWVp30uIsUqCphAjZPXq1fz1r39N67XV1dX8\n6Ec/oqmp6SyXqncLFixg8+bNTJw4scc5TdPQNG0ESiXEuTUu99MUYiwYSNpnwzBGPCjZbDa8Xu+I\nlkGIkSY9TSFGwK233sr27dt5/fXXueKKK4hEIjz99NOsXLmSuXPncsMNN7Bx40bA3Hk+sbH09773\nveSQ6DvvvMO3v/1tysvLmTt3Lt/4xjfYvHnzkMoVCAS49957mT9/PkuXLmXt2rXJc9u2baOsrCw5\nPCtEJpKgKcQI+PWvf838+fP52te+xquvvso999zDm2++yUMPPcSf/vQnVq5cyd133827777LpEmT\neOWVV1BKsXbtWm677Tb279/PXXfdxXXXXcef//xnXn75ZbxeL6tXryYejw+6XJs2bcLr9fL666+z\nevVqfv/73/Pf//3fyfMj3dsVYqTJ8KwQIyA3Nxe73Y7T6aSpqYn33nuP5557jmXLlgFwxx13cOjQ\nIZ577jmuuOIKCgsLAcjLy8PtdmO1WnnooYf47ne/m7zmrbfeyu23305jYyMlJSWDKtfs2bN58MEH\nAZg+fTpHjx5l/fr1fP/73x9ijYUYHyRoCjHCjhw5gqZpLFy4sMvxxYsXs2bNmpTvKSsrIy8vj//8\nz//k+PHjnDhxgoMHDwKg6/qgy9K9DPPmzeP555/H7/cP+ppCjCcyPCvECOttQpBSCpst9e+127Zt\n46qrrmLfvn2UlZVx55138stf/nLIZbFarV3+npiAZLfbh3xtIcYD6WkKMUISzwdnzZqFUoqdO3ey\nfPny5Pnt27czc+bMLq9NWL9+PV/84hf51a9+lTy2YcMGYGCzcrvbv39/l7/v2LGDKVOm4HQ6B31N\nIcYT6WkKMUI8Hg9VVVVkZ2fzla98hUcffZQPP/yQyspK1q1bx/vvv89tt92WfC2YQ7l+v5+JEydy\n+PBhdu7cSVVVFa+99loygEaj0UGXadeuXTz55JMcP36cV155hf/5n//hxz/+cfL8UAKyEOOB9DSF\nGCE333wzq1ev5utf/zoffvghTz75JP/8z/9MW1sbF110EWvXruWKK64AID8/n5tuuonHH3+cyspK\n7r77bhoaGvinf/onAGbMmMG///u/c//997Nv3z6mT58+4PJomsa3vvUtKisrufHGG/F6vdx3333c\ncMMNXV7T+c8ym1ZkGk3Jr45CCCFEWqSnKcQ4FwqFCAQCfb4mJydHnlsKkQYJmkKMc//1X//FM888\n0+dQ6iOPPMJ3vvOdc1gqIcYmGZ4VQggh0iSzZ4UQQog0SdAUQggh0iRBUwghhEiTBE0hhBAiTRI0\nhRBCiDRJ0BRCCCHSJEFTCCGESJMETSGEECJNEjSFEEKINP1/uNlzW4cClXgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20544f3a780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "f, ax = plt.subplots(figsize=(5, 5))\n",
    "sns.regplot(x=\"total_bill\", y=\"tip\", data=tips, ax=ax);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "col_wrap：“Wrap” the column variable at this width, so that the column facets span multiple rows\n",
    "\n",
    "size ：Height (in inches) of each facet"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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OZVje2VDlls0dpyYRUT1RFAWRaAKKboPkNNezwWxUTcfBk1EMHAzg6FjpTi4A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\nQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x205453a8d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", col=\"day\", data=tips,\n",
    "           col_wrap=2, size=4);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Fpk2bhuuvvx7btm1LYQuJiIiIiIiIekub4FoQBPz4xz/GkSNHosrvu+8+VFVV4dVXX8U3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H1fRR3Oay/owg0Xr6hYk20aBhTRXNAyeURUyTAt3PPERzh6YhCC7IEgStj+7gDSOaPiuZpuQ80n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\nmwhZAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20543a1bac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lmplot(x=\"total_bill\", y=\"tip\", col=\"day\", data=tips,\n",
    "           aspect=.8);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
